Technology
Robots perform like human surgeons by just watching videos
In a groundbreaking development, researchers at Johns Hopkins University (JHU) and Stanford University have successfully trained a robotic surgical system to perform complex tasks with the skill of human doctors.
This achievement marks a significant step toward autonomous robotic surgery, potentially transforming the future of medical procedures.
Robots learn from watching surgical videos
The team utilized a da Vinci Surgical System, a robotic platform typically controlled remotely by surgeons. Using a machine learning technique called imitation learning, they trained the system to perform three critical surgical tasks: manipulating a needle, lifting body tissue and suturing.
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What sets this approach apart is the training method. Instead of painstakingly programming each movement, the robot learned by watching hundreds of videos recorded from wrist-mounted cameras on da Vinci robots during actual surgical procedures. This method allows the robot to learn from the collective experience of numerous skilled surgeons, potentially surpassing the capabilities of any single human operator.
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AI combines imitation learning with robotics for surgical precision
The researchers developed an AI model that merges imitation learning with the machine learning architecture used in popular language models like ChatGPT. However, this model operates in the language of robotics — kinematics — translating visual input into precise robotic movements. This sophisticated approach allows the system to understand and replicate complex surgical maneuvers with remarkable accuracy.
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Impressive results and self-correction
The surgical system not only executed tasks as proficiently as human surgeons but also demonstrated the ability to correct its own mistakes. As Axel Krieger, assistant professor at JHU, noted, “Like if it drops the needle, it will automatically pick it up and continue. This isn’t something I taught it to do.” This level of autonomy and adaptability is crucial in surgical settings where unexpected situations can arise. The robot’s ability to problem-solve and adjust its actions in real time could potentially reduce complications and improve patient outcomes.
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Accelerating the path to autonomous surgery
This breakthrough could significantly speed up the development of autonomous surgical robots. Traditional methods of programming robots for surgery are time-consuming and limited in scope. With this new approach, Krieger explains, “We only have to collect imitation learning of different procedures, and we can train a robot to learn it in a couple days.” This rapid learning capability opens up possibilities for quickly adapting surgical robots to new procedures or techniques, potentially revolutionizing the field of robotic surgery.
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Looking ahead: Full surgical procedures
The JHU team is now working on expanding this technology to train robots to perform complete surgical procedures. While fully autonomous robotic surgery may still be years away, this innovation paves the way for safer and more accessible complex treatments worldwide. The ability to train robots on entire surgical procedures could lead to standardized, high-quality surgical care even in areas lacking specialized surgeons.
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Kurt’s key takeaways
By harnessing the power of AI and imitation learning, we’re witnessing the birth of surgical robots that can learn and adapt much like human surgeons. As this technology continues to evolve, it holds the promise of reducing medical errors, increasing surgical precision, and potentially making advanced surgical procedures available to more patients globally. While there are still challenges to overcome, including ethical considerations and regulatory approvals, the future of AI-assisted and autonomous robotic surgery looks increasingly promising.
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Technology
The best Black Friday gaming deals you can shop right now
Black Friday is brimming with great deals on new games, including older titles you can purchase for pennies on the dollar and recent hits that might be hard to justify at full price. You can usually find great deals on gaming accessories, too, from controllers and headsets to expanded storage for consoles like the Xbox Series X / S.
We’ve combed through all of the Black Friday gaming deals to bring together the best of the bunch in one convenient spot. Tons of games are discounted right now, including previous Game of the Year contenders like The Legend of Zelda: Tears of the Kingdom. You can also find discounts on lesser-known gems like Metaphor: ReFantazio, which is on sale for $49.99 in one of its first major sales.
Update, November 29th: Updated to reflect current pricing and availability.
Technology
The best Black Friday headphone and earbud deals
There’s no better time than the holidays to treat yourself (or someone you care about) to an overdue upgrade and pick up a fresh pair of earbuds or headphones. Black Friday and Cyber Monday are a great opportunity to save big on the latest products from Apple, Bose, Google, Samsung, Sony, Sennheiser, and countless other brands. Plus, the extended return period at many retailers gives you ample time to test out whatever you buy and make sure it’s the ideal choice.
While you browse through the 2024 Black Friday and Cyber Monday deals, be sure to reference our buying guides for the best wireless earbuds and best noise-canceling headphones, which break down the strengths and weaknesses of many of the products featured below.
Update November 29th: Updated to reflect current pricing and availability.
Technology
Artificial intelligence changes across the US
An increasing number of companies are using artificial intelligence (AI) for everyday tasks. Much of the technology is helping with productivity and keeping the public safer. However, some industries are pushing back against certain aspects of AI. And some industry leaders are working to balance the good and the bad.
“We are looking at critical infrastructure owners and operators, businesses from water and health care and transportation and communication, some of which are starting to integrate some of these AI capabilities,” said U.S. Cybersecurity and Infrastructure Security Agency Director Jen Easterly. “We want to make sure that they’re integrating them in a way where they are not introducing a lot of new risk.”
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Consulting firm Deloitte recently surveyed leaders of business organizations from around the world. The findings showed uncertainty over government regulations was a bigger issue than actually implementing AI technology. When asked about the top barrier to deploying AI tools, 36% ranked regulatory compliance first, 30% said difficulty managing risks, and 29% said lack of a governance model.
Easterly says despite some of the risks AI can pose, she said she is not surprised that the government has not taken more steps to regulate the technology.
“These are going to be the most powerful technologies of our century, probably more,” Easterly said. “Most of these technologies are being built by private companies that are incentivized to provide returns for their shareholders. So we do need to ensure that government has a role in establishing safeguards to ensure that these technologies are being built in a way that prioritizes security. And that’s where I think that Congress can have a role in ensuring that these technologies are as safe and secure to be used and implemented by the American people.”
Congress has considered overarching protections for AI, but it has mostly been state governments enacting the rules.
“There are certainly many things that are positive about what AI does. It also, when fallen into the hands of bad actors, it can destroy [the music] industry,” said Gov. Bill Lee, R-Tenn., while signing state legislation in March to protect musicians from AI.
The Ensuring Likeness Voice and Image Security Act, or ELVIS Act, classifies vocal likeness as a property right. Lee signed the legislation this year, making Tennessee the first state to enact protections for singers. Illinois and California have since passed similar laws. Other states, including Tennessee, have laws that determine names, photographs and likenesses are also considered a property right.
“Our voices and likenesses are indelible parts of us that have enabled us to showcase our talents and grow our audiences, not mere digital kibble for a machine to duplicate without consent,” country recording artist Lainey Wilson said during a congressional hearing on AI and intellectual property.
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Wilson argued her image and likeness were used through AI to sell products that she had not previously endorsed.
“For decades, we have taken advantage of technology that, frankly, was not created to be secure. It was created for speed to market or cool features. And frankly, that’s why we have cybersecurity,” Easterly said.
The Federal Trade Commission (FTC) has cracked down on some deceptive AI marketing techniques. It launched “Operation AI Comply” in September, which tackles unfair and deceptive business practices using AI, such as fake reviews written by chatbots.
“I am a technologist at heart, and I am an optimist at heart. And so I am incredibly excited about some of these capabilities. And I am not concerned about some of the Skynet things. I do want to make sure that this technology is designed and developed and tested and delivered in a way to ensure that security is prioritized,” Easterly said.
Chatbots have had some good reviews. Hawaii approved a law this year to invest more in research utilizing AI tools in the health care field. It comes as one study finds, OpenAI’s chatbot outperformed doctors in diagnosing medical conditions. The experiment compared doctors using ChatGPT with those using conventional resources. Both groups scored around 75% accuracy, while the chatbot alone scored above 90%.
AI isn’t just being used for disease detection, it’s also helping emergency crews detect catastrophic events. After deadly wildfires devastated Maui, Hawaii state lawmakers also allocated funds to the University of Hawaii to map statewide wildfire risks and improve forecasting technologies. It also includes $1 million for an AI-driven platform. Hawaiian Electric is also deploying high-resolution cameras across the state.
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“It will learn over months over years to be more sensitive to what is a fire and what is not,” said Energy Department Under Secretary for AI and Technology Dimitri Kusnezov.
California and Colorado have similar technology. Within minutes, the AI can detect when a fire begins and where it may spread.
AI is also being used to keep students safe. Several school districts around the country now have firearm detection systems. One in Utah notifies officials within seconds of when a gun might be on campus.
“We want to create an inviting, educational environment that’s secure. But we don’t want the security to impact the education,” said Park City, Utah, School District CEO Michael Tanner.
Maryland and Massachusetts are also considering state funds to implement similar technology. Both states voted to establish commissions to study emerging firearm technologies. Maryland’s commission will determine whether to use school construction funding to build the systems. Massachusetts members will look at risks associated with the new technology.
“We want to use these capabilities to ensure that we can better defend the critical infrastructure that Americans rely on every hour of every day,” Easterly said.
The European Union passed regulations for AI this year. It ranks risks from minimal, which have no regulations, to unacceptable, which are banned. Chatbots are classified as specific transparency and are required to inform users they are interacting with a machine. Software for critical infrastructure is considered high risk and must comply with strict requirements. Most technology that profiles individuals or uses public images to build-up databases is considered unacceptable.
The U.S. has some guidelines for AI use and implementation, but experts say they believe it will not go as far as the EU classifying risks.
“We need to stay ahead in America to ensure that we win this race for artificial intelligence. And so it takes the investment, it takes the innovation,” Easterly said. “We have to be an engine of innovation that makes America the greatest economy on the face of the earth.”
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